{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "23cccd3d",
   "metadata": {},
   "outputs": [],
   "source": [
    "import geopandas as gpd\n",
    "import pandas as pd\n",
    "import libpysal as lps\n",
    "import matplotlib.pyplot as plt\n",
    "import esda\n",
    "import matplotlib.ticker as ticker\n",
    "import datetime \n",
    "from collections import Counter\n",
    "import numpy as np\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "gdf = gpd.read_file('C:/Users/18295335197/Desktop/test/fix/湖北省乡镇街道每日病例.geojson')\n",
    "gdf.fillna(0,inplace=True)\n",
    "w_Queen = lps.weights.Queen.from_dataframe(gdf)\n",
    "w_Rook = lps.weights.Rook.from_dataframe(gdf)\n",
    "w_gaussian=lps.weights.Kernel.from_dataframe(gdf,function='gaussian',fixed=False,k=12)\n",
    "w_KNN=lps.weights.KNN.from_dataframe(gdf,k = 12)\n",
    "w_list=([w_Queen])\n",
    "columns=['Queen','Rook','gaussian','KNN']\n",
    "list_moran=list()\n",
    "list_p=list()\n",
    "list_z=list()\n",
    "lag_list_moran=list()\n",
    "lag_list_p=list()\n",
    "lag_list_z=list()\n",
    "L_df=list()\n",
    "lag_L_df=list()\n",
    "for w in w_list:\n",
    "    moran=list()\n",
    "    p=list()\n",
    "    z=list()\n",
    "    lag_moran=list()\n",
    "    lag_p=list()\n",
    "    lag_z=list()\n",
    "    c_list=list()\n",
    "    columns_list=list(gdf)[3:175]\n",
    "    for c in columns_list:\n",
    "        c=c[5:-9]\n",
    "        c_list.append(c)\n",
    "    for i in range (3,175):\n",
    "        y = gdf.iloc[:,i]\n",
    "        mi = esda.moran.Moran_Local(y, w, transformation = \"r\")\n",
    "        #HH=1, LH=2, LL=3, HL=4\n",
    "        sig = 1 * (mi.p_sim < 0.05)\n",
    "        HH = 1 * (sig * mi.q == 1)\n",
    "        LL = 3 * (sig * mi.q == 3)\n",
    "        LH = 2 * (sig * mi.q == 2)\n",
    "        HL = 4 * (sig * mi.q == 4)\n",
    "        #L_list=pd.Series([Counter(HH)[1],Counter(HL)[4],Counter(LH)[2],Counter(LL)[3],int((Counter(sig)[0])/10)],index=['HH','HL','LH','LL','sig'])\n",
    "        L_list=list([Counter(HH)[1],Counter(HL)[4],Counter(LH)[2],Counter(LL)[3],Counter(sig)[0]])\n",
    "        L_df.append(L_list)\n",
    "#         moran.append( mi.I )\n",
    "#         p.append( mi.p_sim )\n",
    "#         z.append( mi.z_sim )\n",
    "        \n",
    "        \n",
    "        ylag = lps.weights.lag_spatial(w, y)\n",
    "        lag_mi = esda.moran.Moran_Local(ylag, w, transformation = \"r\")\n",
    "        #HH=1, LH=2, LL=3, HL=4\n",
    "        lag_sig = 1 * (lag_mi.p_sim < 0.05)\n",
    "        HH = 1 * (lag_sig * lag_mi.q == 1)\n",
    "        LL = 3 * (lag_sig * lag_mi.q == 3)\n",
    "        LH = 2 * (lag_sig * lag_mi.q == 2)\n",
    "        HL = 4 * (lag_sig * lag_mi.q == 4)\n",
    "        lag_L_list=list([Counter(HH)[1],Counter(HL)[4],Counter(LH)[2],Counter(LL)[3],(Counter(sig)[0])])\n",
    "        lag_L_df.append(lag_L_list)\n",
    "df_L=pd.DataFrame(L_df)\n",
    "df_lag_L=pd.DataFrame(lag_L_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "b882e9e7",
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for df in list([df_L]):\n",
    "    df_L_T=(df_L.T[0:3]).T\n",
    "    df_L_T.columns = ['HH','HL','LH']\n",
    "    df_L_T.index = c_list\n",
    "    df_L_T.rolling(5).mean().plot.area(stacked=False,grid=True)\n",
    "    plt.axvline(8, color='r', linestyle='--',lw=0.4)\n",
    "    plt.axvline(31, color='r', linestyle='--',lw=0.4)\n",
    "    plt.axvline(44, color='r', linestyle='--',lw=0.8,label='武汉封城')\n",
    "    plt.axvline(50, color='r', linestyle='--',lw=0.8,label='全省限制聚集')\n",
    "    plt.axvline(59, color='r', linestyle='--',lw=0.8,label='村组封闭')\n",
    "    plt.axvline(69, color='r', linestyle='--',lw=0.8,label='追踪既往密接')\n",
    "    plt.axvline(65, color='r', linestyle='--',lw=0.4)\n",
    "plt.show() \n",
    "\n",
    "df_lag_L_T=(df_lag_L.T[0:3]).T\n",
    "df_lag_L_T.columns = ['HH','HL','LH']\n",
    "df_lag_L_T.rolling(5).mean().plot.area(stacked=False)\n",
    "\n",
    "delta=pd.DataFrame(np.array(df_lag_L_T)-np.array(df_L_T))\n",
    "delta.columns = ['HH','HL','LH']\n",
    "delta.rolling(5).mean().plot.area(stacked=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "feba4ac9",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_L_T.to_csv('C:/Users/18295335197/Desktop/test/湖北局部莫兰结果.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "96ddcf7b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sum_list=list()\n",
    "for i in range (3,175):\n",
    "    y = gdf.iloc[:,i].sum()\n",
    "    sum_list.append(y)\n",
    "df_sum=pd.DataFrame(sum_list)\n",
    "df_sum.columns=['new']\n",
    "df_sum.index = c_list\n",
    "df_sum.rolling(1).mean().plot(grid=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "12b9dc0b",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
